{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:12:54.228792Z",
     "start_time": "2020-07-14T12:12:54.198488Z"
    }
   },
   "outputs": [],
   "source": [
    "import os, pickle, re, glob, time\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "np.set_printoptions(precision=2)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as patches\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "from collections import Counter\n",
    "\n",
    "plt.style.use('ggplot')\n",
    "sns.set_style('ticks')\n",
    "pd.set_option('precision', 2)\n",
    "pd.options.display.max_colwidth = 100\n",
    "\n",
    "%matplotlib inline\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi']= 300\n",
    "mpl.rc(\"savefig\", dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:42:50.676724Z",
     "start_time": "2020-07-14T12:42:50.643928Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Drug Name</th>\n",
       "      <th>Synonyms</th>\n",
       "      <th>Target</th>\n",
       "      <th>Target Pathway</th>\n",
       "      <th>Selleckchem Cat#</th>\n",
       "      <th>CAS number</th>\n",
       "      <th>PubCHEM</th>\n",
       "      <th>Others</th>\n",
       "      <th>entropy</th>\n",
       "      <th>max_conc</th>\n",
       "      <th>...</th>\n",
       "      <th>median_ic50_9f</th>\n",
       "      <th>log2_median_ic50_9f</th>\n",
       "      <th>log2_median_ic50_hn</th>\n",
       "      <th>median_ic50_hn</th>\n",
       "      <th>median_ic50_3f_hn</th>\n",
       "      <th>log2_median_ic50_3f_hn</th>\n",
       "      <th>median_ic50_9f_hn</th>\n",
       "      <th>log2_median_ic50_9f_hn</th>\n",
       "      <th>num_sensitive</th>\n",
       "      <th>num_sensitive_hn</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drug ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>AICA Ribonucleotide</td>\n",
       "      <td>AICAR, N1-(b-D-Ribofuranosyl)-5-aminoimidazole-4-carboxamide</td>\n",
       "      <td>AMPK agonist</td>\n",
       "      <td>Metabolism</td>\n",
       "      <td>S1802</td>\n",
       "      <td>2627-69-2</td>\n",
       "      <td>65110</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.03</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.07e+02</td>\n",
       "      <td>7.69</td>\n",
       "      <td>9.94</td>\n",
       "      <td>9.82e+02</td>\n",
       "      <td>3.27e+02</td>\n",
       "      <td>8.35</td>\n",
       "      <td>1.09e+02</td>\n",
       "      <td>6.77</td>\n",
       "      <td>476</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>Camptothecin</td>\n",
       "      <td>7-Ethyl-10-Hydroxy-Camptothecin, SN-38, Irinotecan, Camptothecin-11, Camptosar</td>\n",
       "      <td>TOP1</td>\n",
       "      <td>DNA replication</td>\n",
       "      <td>S1288</td>\n",
       "      <td>7689-03-4</td>\n",
       "      <td>104842</td>\n",
       "      <td>(SN-38, S4908, 86639-52-3) (Irinotecan, S1198, 97682-44-5)</td>\n",
       "      <td>4.61</td>\n",
       "      <td>0.10</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00e-03</td>\n",
       "      <td>-8.96</td>\n",
       "      <td>-7.59</td>\n",
       "      <td>5.20e-03</td>\n",
       "      <td>1.73e-03</td>\n",
       "      <td>-9.17</td>\n",
       "      <td>5.78e-04</td>\n",
       "      <td>-10.76</td>\n",
       "      <td>688</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>Vinblastine</td>\n",
       "      <td>Velban</td>\n",
       "      <td>Microtubule destabiliser</td>\n",
       "      <td>Mitosis</td>\n",
       "      <td>S1248</td>\n",
       "      <td>143-67-9</td>\n",
       "      <td>6710780</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.30</td>\n",
       "      <td>0.10</td>\n",
       "      <td>...</td>\n",
       "      <td>1.60e-03</td>\n",
       "      <td>-9.29</td>\n",
       "      <td>-7.15</td>\n",
       "      <td>7.04e-03</td>\n",
       "      <td>2.35e-03</td>\n",
       "      <td>-8.74</td>\n",
       "      <td>7.82e-04</td>\n",
       "      <td>-10.32</td>\n",
       "      <td>753</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>Cytarabine</td>\n",
       "      <td>Ara-Cytidine, Arabinosyl Cytosine, U-19920</td>\n",
       "      <td>Antimetabolite</td>\n",
       "      <td>DNA replication</td>\n",
       "      <td>S1648</td>\n",
       "      <td>147-94-4</td>\n",
       "      <td>6253</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.65</td>\n",
       "      <td>2.00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.63e-01</td>\n",
       "      <td>-2.62</td>\n",
       "      <td>-1.34</td>\n",
       "      <td>3.94e-01</td>\n",
       "      <td>1.31e-01</td>\n",
       "      <td>-2.93</td>\n",
       "      <td>4.38e-02</td>\n",
       "      <td>-4.51</td>\n",
       "      <td>508</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>Docetaxel</td>\n",
       "      <td>RP-56976, Taxotere</td>\n",
       "      <td>Microtubule stabiliser</td>\n",
       "      <td>Mitosis</td>\n",
       "      <td>S1148</td>\n",
       "      <td>114977-28-5</td>\n",
       "      <td>148124</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.22</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.61e-04</td>\n",
       "      <td>-10.36</td>\n",
       "      <td>-9.79</td>\n",
       "      <td>1.13e-03</td>\n",
       "      <td>3.76e-04</td>\n",
       "      <td>-11.38</td>\n",
       "      <td>1.25e-04</td>\n",
       "      <td>-12.96</td>\n",
       "      <td>584</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Drug Name  \\\n",
       "Drug ID                        \n",
       "1001     AICA Ribonucleotide   \n",
       "1003            Camptothecin   \n",
       "1004             Vinblastine   \n",
       "1006              Cytarabine   \n",
       "1007               Docetaxel   \n",
       "\n",
       "                                                                               Synonyms  \\\n",
       "Drug ID                                                                                   \n",
       "1001                       AICAR, N1-(b-D-Ribofuranosyl)-5-aminoimidazole-4-carboxamide   \n",
       "1003     7-Ethyl-10-Hydroxy-Camptothecin, SN-38, Irinotecan, Camptothecin-11, Camptosar   \n",
       "1004                                                                             Velban   \n",
       "1006                                         Ara-Cytidine, Arabinosyl Cytosine, U-19920   \n",
       "1007                                                                 RP-56976, Taxotere   \n",
       "\n",
       "                           Target   Target Pathway Selleckchem Cat#  \\\n",
       "Drug ID                                                               \n",
       "1001                 AMPK agonist       Metabolism            S1802   \n",
       "1003                         TOP1  DNA replication            S1288   \n",
       "1004     Microtubule destabiliser          Mitosis            S1248   \n",
       "1006               Antimetabolite  DNA replication            S1648   \n",
       "1007       Microtubule stabiliser          Mitosis            S1148   \n",
       "\n",
       "          CAS number  PubCHEM  \\\n",
       "Drug ID                         \n",
       "1001       2627-69-2    65110   \n",
       "1003       7689-03-4   104842   \n",
       "1004        143-67-9  6710780   \n",
       "1006        147-94-4     6253   \n",
       "1007     114977-28-5   148124   \n",
       "\n",
       "                                                             Others  entropy  \\\n",
       "Drug ID                                                                        \n",
       "1001                                                            NaN     6.03   \n",
       "1003     (SN-38, S4908, 86639-52-3) (Irinotecan, S1198, 97682-44-5)     4.61   \n",
       "1004                                                            NaN     4.30   \n",
       "1006                                                            NaN     6.65   \n",
       "1007                                                            NaN     4.22   \n",
       "\n",
       "         max_conc  ...  median_ic50_9f  log2_median_ic50_9f  \\\n",
       "Drug ID            ...                                        \n",
       "1001      2000.00  ...        2.07e+02                 7.69   \n",
       "1003         0.10  ...        2.00e-03                -8.96   \n",
       "1004         0.10  ...        1.60e-03                -9.29   \n",
       "1006         2.00  ...        1.63e-01                -2.62   \n",
       "1007         0.01  ...        7.61e-04               -10.36   \n",
       "\n",
       "         log2_median_ic50_hn  median_ic50_hn  median_ic50_3f_hn  \\\n",
       "Drug ID                                                           \n",
       "1001                    9.94        9.82e+02           3.27e+02   \n",
       "1003                   -7.59        5.20e-03           1.73e-03   \n",
       "1004                   -7.15        7.04e-03           2.35e-03   \n",
       "1006                   -1.34        3.94e-01           1.31e-01   \n",
       "1007                   -9.79        1.13e-03           3.76e-04   \n",
       "\n",
       "         log2_median_ic50_3f_hn  median_ic50_9f_hn  log2_median_ic50_9f_hn  \\\n",
       "Drug ID                                                                      \n",
       "1001                       8.35           1.09e+02                    6.77   \n",
       "1003                      -9.17           5.78e-04                  -10.76   \n",
       "1004                      -8.74           7.82e-04                  -10.32   \n",
       "1006                      -2.93           4.38e-02                   -4.51   \n",
       "1007                     -11.38           1.25e-04                  -12.96   \n",
       "\n",
       "         num_sensitive  num_sensitive_hn  \n",
       "Drug ID                                   \n",
       "1001               476                27  \n",
       "1003               688                30  \n",
       "1004               753                33  \n",
       "1006               508                25  \n",
       "1007               584                32  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_info_df = pd.read_csv('../preprocessed_data/GDSC/hn_drug_stat.csv', index_col=0)\n",
    "drug_info_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:47:05.300164Z",
     "start_time": "2020-07-14T12:47:05.295709Z"
    }
   },
   "outputs": [],
   "source": [
    "norm_type = 'TPM'\n",
    "ref_type = 'log2_median_ic50_hn'\n",
    "model_name = 'hn_drug_cw_dw10_100000_model'\n",
    "tested_drug_list = [1032, 1007, 133, 201, 1010, 182, 301, 302]\n",
    "cluster_list = ['E1', 'E2', 'E3', 'F1', 'F2', 'F3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:43:51.339341Z",
     "start_time": "2020-07-14T12:43:51.330777Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Afatinib',\n",
       " 'Docetaxel',\n",
       " 'Doxorubicin',\n",
       " 'Epothilone B',\n",
       " 'Gefitinib',\n",
       " 'Obatoclax Mesylate',\n",
       " 'PHA-793887',\n",
       " 'PI-103']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_list = [drug_info_df.loc[d]['Drug Name'] for d in tested_drug_list]\n",
    "drug_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:47:38.625497Z",
     "start_time": "2020-07-14T12:47:38.610466Z"
    }
   },
   "outputs": [],
   "source": [
    "cadrres_cluster_df = pd.read_csv('../result/HN_model/{}/pred_gdsc_no_bias_{}.csv'.format(norm_type, model_name), index_col=0).loc[cluster_list, [str(d) for d in tested_drug_list]]\n",
    "out_dir = '../result/HN_model/{}/'.format(norm_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:47:39.549551Z",
     "start_time": "2020-07-14T12:47:39.536394Z"
    }
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>1032</th>\n",
       "      <th>1007</th>\n",
       "      <th>133</th>\n",
       "      <th>201</th>\n",
       "      <th>1010</th>\n",
       "      <th>182</th>\n",
       "      <th>301</th>\n",
       "      <th>302</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>E1</th>\n",
       "      <td>0.51</td>\n",
       "      <td>-7.76</td>\n",
       "      <td>-3.92</td>\n",
       "      <td>-9.25</td>\n",
       "      <td>0.39</td>\n",
       "      <td>-3.55</td>\n",
       "      <td>3.51</td>\n",
       "      <td>2.96</td>\n",
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       "    <tr>\n",
       "      <th>E2</th>\n",
       "      <td>1.38</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>-1.94</td>\n",
       "      <td>-6.13</td>\n",
       "      <td>0.85</td>\n",
       "      <td>-1.28</td>\n",
       "      <td>4.94</td>\n",
       "      <td>4.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E3</th>\n",
       "      <td>0.31</td>\n",
       "      <td>-7.03</td>\n",
       "      <td>-2.81</td>\n",
       "      <td>-7.86</td>\n",
       "      <td>0.17</td>\n",
       "      <td>-2.43</td>\n",
       "      <td>3.64</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F1</th>\n",
       "      <td>2.14</td>\n",
       "      <td>-7.36</td>\n",
       "      <td>-4.77</td>\n",
       "      <td>-9.25</td>\n",
       "      <td>1.48</td>\n",
       "      <td>-3.88</td>\n",
       "      <td>3.31</td>\n",
       "      <td>2.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F2</th>\n",
       "      <td>2.40</td>\n",
       "      <td>-6.61</td>\n",
       "      <td>-2.29</td>\n",
       "      <td>-5.54</td>\n",
       "      <td>1.64</td>\n",
       "      <td>-1.50</td>\n",
       "      <td>4.34</td>\n",
       "      <td>3.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F3</th>\n",
       "      <td>2.61</td>\n",
       "      <td>-5.31</td>\n",
       "      <td>-3.03</td>\n",
       "      <td>-7.53</td>\n",
       "      <td>1.88</td>\n",
       "      <td>-2.26</td>\n",
       "      <td>4.04</td>\n",
       "      <td>2.24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    1032  1007   133   201  1010   182   301   302\n",
       "E1  0.51 -7.76 -3.92 -9.25  0.39 -3.55  3.51  2.96\n",
       "E2  1.38 -7.40 -1.94 -6.13  0.85 -1.28  4.94  4.75\n",
       "E3  0.31 -7.03 -2.81 -7.86  0.17 -2.43  3.64  2.41\n",
       "F1  2.14 -7.36 -4.77 -9.25  1.48 -3.88  3.31  2.00\n",
       "F2  2.40 -6.61 -2.29 -5.54  1.64 -1.50  4.34  3.44\n",
       "F3  2.61 -5.31 -3.03 -7.53  1.88 -2.26  4.04  2.24"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cadrres_cluster_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:59:34.934414Z",
     "start_time": "2020-07-14T12:59:34.916746Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Afatinib</th>\n",
       "      <th>Docetaxel</th>\n",
       "      <th>Doxorubicin</th>\n",
       "      <th>Epothilone B</th>\n",
       "      <th>Gefitinib</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>E1</th>\n",
       "      <td>15.42</td>\n",
       "      <td>19.59</td>\n",
       "      <td>68.24</td>\n",
       "      <td>62.41</td>\n",
       "      <td>22.79</td>\n",
       "      <td>60.04</td>\n",
       "      <td>51.63</td>\n",
       "      <td>51.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E2</th>\n",
       "      <td>9.08</td>\n",
       "      <td>16.03</td>\n",
       "      <td>35.35</td>\n",
       "      <td>16.01</td>\n",
       "      <td>17.57</td>\n",
       "      <td>23.76</td>\n",
       "      <td>28.43</td>\n",
       "      <td>23.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>E3</th>\n",
       "      <td>17.33</td>\n",
       "      <td>12.86</td>\n",
       "      <td>50.03</td>\n",
       "      <td>38.76</td>\n",
       "      <td>25.58</td>\n",
       "      <td>40.92</td>\n",
       "      <td>49.42</td>\n",
       "      <td>61.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F1</th>\n",
       "      <td>5.57</td>\n",
       "      <td>15.59</td>\n",
       "      <td>79.47</td>\n",
       "      <td>62.29</td>\n",
       "      <td>12.15</td>\n",
       "      <td>65.39</td>\n",
       "      <td>55.12</td>\n",
       "      <td>67.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F2</th>\n",
       "      <td>4.68</td>\n",
       "      <td>9.95</td>\n",
       "      <td>41.04</td>\n",
       "      <td>11.28</td>\n",
       "      <td>11.02</td>\n",
       "      <td>26.74</td>\n",
       "      <td>37.59</td>\n",
       "      <td>43.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F3</th>\n",
       "      <td>4.06</td>\n",
       "      <td>4.28</td>\n",
       "      <td>53.69</td>\n",
       "      <td>33.48</td>\n",
       "      <td>9.46</td>\n",
       "      <td>38.12</td>\n",
       "      <td>42.47</td>\n",
       "      <td>63.74</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Afatinib  Docetaxel  Doxorubicin  Epothilone B  Gefitinib  \\\n",
       "E1     15.42      19.59        68.24         62.41      22.79   \n",
       "E2      9.08      16.03        35.35         16.01      17.57   \n",
       "E3     17.33      12.86        50.03         38.76      25.58   \n",
       "F1      5.57      15.59        79.47         62.29      12.15   \n",
       "F2      4.68       9.95        41.04         11.28      11.02   \n",
       "F3      4.06       4.28        53.69         33.48       9.46   \n",
       "\n",
       "    Obatoclax Mesylate  PHA-793887  PI-103  \n",
       "E1               60.04       51.63   51.67  \n",
       "E2               23.76       28.43   23.59  \n",
       "E3               40.92       49.42   61.05  \n",
       "F1               65.39       55.12   67.53  \n",
       "F2               26.74       37.59   43.33  \n",
       "F3               38.12       42.47   63.74  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_delta_df = pd.DataFrame(cadrres_cluster_df.values - drug_info_df.loc[tested_drug_list][ref_type].values, columns=drug_list, index=cadrres_cluster_df.index)\n",
    "pred_cv_df = 100 / (1 + (np.power(2, -pred_delta_df)))\n",
    "pred_kill_df = 100 - pred_cv_df\n",
    "pred_kill_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T12:45:35.388918Z",
     "start_time": "2020-07-14T12:45:35.358158Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Drug Name</th>\n",
       "      <th>Synonyms</th>\n",
       "      <th>Target</th>\n",
       "      <th>Target Pathway</th>\n",
       "      <th>Selleckchem Cat#</th>\n",
       "      <th>CAS number</th>\n",
       "      <th>PubCHEM</th>\n",
       "      <th>Others</th>\n",
       "      <th>entropy</th>\n",
       "      <th>max_conc</th>\n",
       "      <th>...</th>\n",
       "      <th>median_ic50_9f</th>\n",
       "      <th>log2_median_ic50_9f</th>\n",
       "      <th>log2_median_ic50_hn</th>\n",
       "      <th>median_ic50_hn</th>\n",
       "      <th>median_ic50_3f_hn</th>\n",
       "      <th>log2_median_ic50_3f_hn</th>\n",
       "      <th>median_ic50_9f_hn</th>\n",
       "      <th>log2_median_ic50_9f_hn</th>\n",
       "      <th>num_sensitive</th>\n",
       "      <th>num_sensitive_hn</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Drug ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>Afatinib</td>\n",
       "      <td>BIBW2992, Tovok, Gilotrif</td>\n",
       "      <td>ERBB2, EGFR</td>\n",
       "      <td>EGFR signaling</td>\n",
       "      <td>S1011</td>\n",
       "      <td>439081-18-2</td>\n",
       "      <td>10184653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.39</td>\n",
       "      <td>0.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.01e+00</td>\n",
       "      <td>1.59</td>\n",
       "      <td>-1.95</td>\n",
       "      <td>2.59e-01</td>\n",
       "      <td>8.65e-02</td>\n",
       "      <td>-3.53</td>\n",
       "      <td>2.88e-02</td>\n",
       "      <td>-5.12</td>\n",
       "      <td>89</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1007</th>\n",
       "      <td>Docetaxel</td>\n",
       "      <td>RP-56976, Taxotere</td>\n",
       "      <td>Microtubule stabiliser</td>\n",
       "      <td>Mitosis</td>\n",
       "      <td>S1148</td>\n",
       "      <td>114977-28-5</td>\n",
       "      <td>148124</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.22</td>\n",
       "      <td>0.01</td>\n",
       "      <td>...</td>\n",
       "      <td>7.61e-04</td>\n",
       "      <td>-10.36</td>\n",
       "      <td>-9.79</td>\n",
       "      <td>1.13e-03</td>\n",
       "      <td>3.76e-04</td>\n",
       "      <td>-11.38</td>\n",
       "      <td>1.25e-04</td>\n",
       "      <td>-12.96</td>\n",
       "      <td>584</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Doxorubicin</td>\n",
       "      <td>Doxil, Rubex, Adriamycin, Adriablastin, Doxorubicine</td>\n",
       "      <td>Anthracycline</td>\n",
       "      <td>DNA replication</td>\n",
       "      <td>S1208</td>\n",
       "      <td>25316-40-9</td>\n",
       "      <td>31703</td>\n",
       "      <td>23214-92-8 (free base)</td>\n",
       "      <td>5.29</td>\n",
       "      <td>1.02</td>\n",
       "      <td>...</td>\n",
       "      <td>1.70e-02</td>\n",
       "      <td>-5.88</td>\n",
       "      <td>-2.81</td>\n",
       "      <td>1.42e-01</td>\n",
       "      <td>4.75e-02</td>\n",
       "      <td>-4.40</td>\n",
       "      <td>1.58e-02</td>\n",
       "      <td>-5.98</td>\n",
       "      <td>811</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Epothilone B</td>\n",
       "      <td>Patupilone, EpoB, EPO906, GNF-PF-193</td>\n",
       "      <td>Microtubule stabiliser</td>\n",
       "      <td>Mitosis</td>\n",
       "      <td>S1364</td>\n",
       "      <td>152044-54-7</td>\n",
       "      <td>448013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.08</td>\n",
       "      <td>0.03</td>\n",
       "      <td>...</td>\n",
       "      <td>7.18e-04</td>\n",
       "      <td>-10.44</td>\n",
       "      <td>-8.52</td>\n",
       "      <td>2.72e-03</td>\n",
       "      <td>9.08e-04</td>\n",
       "      <td>-10.11</td>\n",
       "      <td>3.03e-04</td>\n",
       "      <td>-11.69</td>\n",
       "      <td>699</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1010</th>\n",
       "      <td>Gefitinib</td>\n",
       "      <td>ZD-1839, Iressa</td>\n",
       "      <td>EGFR</td>\n",
       "      <td>EGFR signaling</td>\n",
       "      <td>S1025</td>\n",
       "      <td>184475-35-2</td>\n",
       "      <td>123631</td>\n",
       "      <td>184475-55-6 (HCl)</td>\n",
       "      <td>7.37</td>\n",
       "      <td>0.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.50e+00</td>\n",
       "      <td>1.81</td>\n",
       "      <td>-1.37</td>\n",
       "      <td>3.86e-01</td>\n",
       "      <td>1.29e-01</td>\n",
       "      <td>-2.96</td>\n",
       "      <td>4.28e-02</td>\n",
       "      <td>-4.54</td>\n",
       "      <td>63</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Obatoclax Mesylate</td>\n",
       "      <td>GX15-070MS, Obatoclax, GX15-070</td>\n",
       "      <td>BCL2, BCL-XL, BCL-W, MCL1</td>\n",
       "      <td>Apoptosis regulation</td>\n",
       "      <td>S1057</td>\n",
       "      <td>803712-79-0</td>\n",
       "      <td>11404337</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.82</td>\n",
       "      <td>16.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.69e-02</td>\n",
       "      <td>-4.76</td>\n",
       "      <td>-2.96</td>\n",
       "      <td>1.29e-01</td>\n",
       "      <td>4.29e-02</td>\n",
       "      <td>-4.54</td>\n",
       "      <td>1.43e-02</td>\n",
       "      <td>-6.13</td>\n",
       "      <td>894</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>PHA-793887</td>\n",
       "      <td>PHA793887, PHA 793887</td>\n",
       "      <td>CDK2, CDK7, CDK5</td>\n",
       "      <td>Cell cycle</td>\n",
       "      <td>S1487</td>\n",
       "      <td>718630-59-2</td>\n",
       "      <td>46191454</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.16</td>\n",
       "      <td>10.24</td>\n",
       "      <td>...</td>\n",
       "      <td>1.17e+00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>3.61</td>\n",
       "      <td>1.22e+01</td>\n",
       "      <td>4.06e+00</td>\n",
       "      <td>2.02</td>\n",
       "      <td>1.35e+00</td>\n",
       "      <td>0.44</td>\n",
       "      <td>477</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>PI-103</td>\n",
       "      <td>PI-103, PI103, PI 103</td>\n",
       "      <td>PI3Kalpha, DAPK3, CLK4, PIM3, HIPK2</td>\n",
       "      <td>PI3K/MTOR signaling</td>\n",
       "      <td>S1038</td>\n",
       "      <td>371935-74-9</td>\n",
       "      <td>9884685</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.04</td>\n",
       "      <td>10.24</td>\n",
       "      <td>...</td>\n",
       "      <td>3.89e-01</td>\n",
       "      <td>-1.36</td>\n",
       "      <td>3.06</td>\n",
       "      <td>8.32e+00</td>\n",
       "      <td>2.77e+00</td>\n",
       "      <td>1.47</td>\n",
       "      <td>9.24e-01</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>624</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Drug Name  \\\n",
       "Drug ID                       \n",
       "1032               Afatinib   \n",
       "1007              Docetaxel   \n",
       "133             Doxorubicin   \n",
       "201            Epothilone B   \n",
       "1010              Gefitinib   \n",
       "182      Obatoclax Mesylate   \n",
       "301              PHA-793887   \n",
       "302                  PI-103   \n",
       "\n",
       "                                                     Synonyms  \\\n",
       "Drug ID                                                         \n",
       "1032                                BIBW2992, Tovok, Gilotrif   \n",
       "1007                                       RP-56976, Taxotere   \n",
       "133      Doxil, Rubex, Adriamycin, Adriablastin, Doxorubicine   \n",
       "201                      Patupilone, EpoB, EPO906, GNF-PF-193   \n",
       "1010                                          ZD-1839, Iressa   \n",
       "182                           GX15-070MS, Obatoclax, GX15-070   \n",
       "301                                     PHA793887, PHA 793887   \n",
       "302                                     PI-103, PI103, PI 103   \n",
       "\n",
       "                                      Target        Target Pathway  \\\n",
       "Drug ID                                                              \n",
       "1032                             ERBB2, EGFR        EGFR signaling   \n",
       "1007                  Microtubule stabiliser               Mitosis   \n",
       "133                            Anthracycline       DNA replication   \n",
       "201                   Microtubule stabiliser               Mitosis   \n",
       "1010                                    EGFR        EGFR signaling   \n",
       "182                BCL2, BCL-XL, BCL-W, MCL1  Apoptosis regulation   \n",
       "301                         CDK2, CDK7, CDK5            Cell cycle   \n",
       "302      PI3Kalpha, DAPK3, CLK4, PIM3, HIPK2   PI3K/MTOR signaling   \n",
       "\n",
       "        Selleckchem Cat#   CAS number   PubCHEM                  Others  \\\n",
       "Drug ID                                                                   \n",
       "1032               S1011  439081-18-2  10184653                     NaN   \n",
       "1007               S1148  114977-28-5    148124                     NaN   \n",
       "133                S1208   25316-40-9     31703  23214-92-8 (free base)   \n",
       "201                S1364  152044-54-7    448013                     NaN   \n",
       "1010               S1025  184475-35-2    123631       184475-55-6 (HCl)   \n",
       "182                S1057  803712-79-0  11404337                     NaN   \n",
       "301                S1487  718630-59-2  46191454                     NaN   \n",
       "302                S1038  371935-74-9   9884685                     NaN   \n",
       "\n",
       "         entropy  max_conc  ...  median_ic50_9f  log2_median_ic50_9f  \\\n",
       "Drug ID                     ...                                        \n",
       "1032        7.39      0.50  ...        3.01e+00                 1.59   \n",
       "1007        4.22      0.01  ...        7.61e-04               -10.36   \n",
       "133         5.29      1.02  ...        1.70e-02                -5.88   \n",
       "201         4.08      0.03  ...        7.18e-04               -10.44   \n",
       "1010        7.37      0.50  ...        3.50e+00                 1.81   \n",
       "182         5.82     16.00  ...        3.69e-02                -4.76   \n",
       "301         7.16     10.24  ...        1.17e+00                 0.23   \n",
       "302         7.04     10.24  ...        3.89e-01                -1.36   \n",
       "\n",
       "         log2_median_ic50_hn  median_ic50_hn  median_ic50_3f_hn  \\\n",
       "Drug ID                                                           \n",
       "1032                   -1.95        2.59e-01           8.65e-02   \n",
       "1007                   -9.79        1.13e-03           3.76e-04   \n",
       "133                    -2.81        1.42e-01           4.75e-02   \n",
       "201                    -8.52        2.72e-03           9.08e-04   \n",
       "1010                   -1.37        3.86e-01           1.29e-01   \n",
       "182                    -2.96        1.29e-01           4.29e-02   \n",
       "301                     3.61        1.22e+01           4.06e+00   \n",
       "302                     3.06        8.32e+00           2.77e+00   \n",
       "\n",
       "         log2_median_ic50_3f_hn  median_ic50_9f_hn  log2_median_ic50_9f_hn  \\\n",
       "Drug ID                                                                      \n",
       "1032                      -3.53           2.88e-02                   -5.12   \n",
       "1007                     -11.38           1.25e-04                  -12.96   \n",
       "133                       -4.40           1.58e-02                   -5.98   \n",
       "201                      -10.11           3.03e-04                  -11.69   \n",
       "1010                      -2.96           4.28e-02                   -4.54   \n",
       "182                       -4.54           1.43e-02                   -6.13   \n",
       "301                        2.02           1.35e+00                    0.44   \n",
       "302                        1.47           9.24e-01                   -0.11   \n",
       "\n",
       "         num_sensitive  num_sensitive_hn  \n",
       "Drug ID                                   \n",
       "1032                89                19  \n",
       "1007               584                32  \n",
       "133                811                36  \n",
       "201                699                31  \n",
       "1010                63                18  \n",
       "182                894                41  \n",
       "301                477                14  \n",
       "302                624                22  \n",
       "\n",
       "[8 rows x 27 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drug_info_df.loc[tested_drug_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-14T13:17:32.461146Z",
     "start_time": "2020-07-14T13:17:31.681925Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1050 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 3.5))\n",
    "\n",
    "cmap = plt.cm.get_cmap('tab10', 12)\n",
    "color_list = [cmap(i/12) for i in range(1, 12+1)]\n",
    "\n",
    "x = np.arange(-15, 15, step=0.1)\n",
    "\n",
    "count = 0\n",
    "for cluster in cluster_list:\n",
    "    \n",
    "    pos = cadrres_cluster_df.loc[cluster, '201']\n",
    "    y = 100 - (100 / (1 + (np.power(2, x-pos))))\n",
    "    plt.plot(x, y, color=color_list[count], linestyle='--', label=cluster)\n",
    "    \n",
    "    pos = cadrres_cluster_df.loc[cluster, '302']\n",
    "    y = 100 - (100 / (1 + (np.power(2, x-pos))))\n",
    "    plt.plot(x, y, color=color_list[count], linestyle='-.', label=cluster)\n",
    "    \n",
    "    count += 1    \n",
    "\n",
    "ax.set_xlim((-15, 15))\n",
    "ax.set_ylim((0, 100))\n",
    "\n",
    "ax.axvline(x=-8.52, linewidth=1, color='grey', zorder=0)\n",
    "ax.axvline(x=3.06, linewidth=1, color='grey', zorder=0)\n",
    "\n",
    "ax.set_xlabel('Drug dosage, Log2(uM)')\n",
    "ax.set_ylabel('% cell death')\n",
    "\n",
    "box = ax.get_position()\n",
    "ax.set_position([box.x0, box.y0, box.width * 0.8, box.height])\n",
    "# Put a legend to the right of the current axis\n",
    "ax.legend(loc='center left', bbox_to_anchor=(1, 0.5), framealpha=0, markerscale=2., fontsize=10)\n",
    "\n",
    "sns.despine()\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig('../figure/supplementary_ic50_kill.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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